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package startup |
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import ( |
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"fmt" |
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"os" |
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"github.com/mudler/LocalAI/core" |
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"github.com/mudler/LocalAI/core/config" |
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"github.com/mudler/LocalAI/core/services" |
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"github.com/mudler/LocalAI/internal" |
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"github.com/mudler/LocalAI/pkg/assets" |
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"github.com/mudler/LocalAI/pkg/library" |
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"github.com/mudler/LocalAI/pkg/model" |
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pkgStartup "github.com/mudler/LocalAI/pkg/startup" |
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"github.com/mudler/LocalAI/pkg/xsysinfo" |
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"github.com/rs/zerolog/log" |
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) |
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func Startup(opts ...config.AppOption) (*config.BackendConfigLoader, *model.ModelLoader, *config.ApplicationConfig, error) { |
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options := config.NewApplicationConfig(opts...) |
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log.Info().Msgf("Starting LocalAI using %d threads, with models path: %s", options.Threads, options.ModelPath) |
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log.Info().Msgf("LocalAI version: %s", internal.PrintableVersion()) |
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caps, err := xsysinfo.CPUCapabilities() |
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if err == nil { |
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log.Debug().Msgf("CPU capabilities: %v", caps) |
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} |
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gpus, err := xsysinfo.GPUs() |
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if err == nil { |
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log.Debug().Msgf("GPU count: %d", len(gpus)) |
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for _, gpu := range gpus { |
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log.Debug().Msgf("GPU: %s", gpu.String()) |
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} |
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} |
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if options.ModelPath == "" { |
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return nil, nil, nil, fmt.Errorf("options.ModelPath cannot be empty") |
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} |
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err = os.MkdirAll(options.ModelPath, 0750) |
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if err != nil { |
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return nil, nil, nil, fmt.Errorf("unable to create ModelPath: %q", err) |
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} |
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if options.ImageDir != "" { |
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err := os.MkdirAll(options.ImageDir, 0750) |
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if err != nil { |
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return nil, nil, nil, fmt.Errorf("unable to create ImageDir: %q", err) |
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} |
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} |
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if options.AudioDir != "" { |
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err := os.MkdirAll(options.AudioDir, 0750) |
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if err != nil { |
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return nil, nil, nil, fmt.Errorf("unable to create AudioDir: %q", err) |
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} |
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} |
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if options.UploadDir != "" { |
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err := os.MkdirAll(options.UploadDir, 0750) |
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if err != nil { |
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return nil, nil, nil, fmt.Errorf("unable to create UploadDir: %q", err) |
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} |
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} |
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if err := pkgStartup.InstallModels(options.Galleries, options.ModelLibraryURL, options.ModelPath, options.EnforcePredownloadScans, nil, options.ModelsURL...); err != nil { |
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log.Error().Err(err).Msg("error installing models") |
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} |
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cl := config.NewBackendConfigLoader(options.ModelPath) |
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ml := model.NewModelLoader(options.ModelPath) |
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configLoaderOpts := options.ToConfigLoaderOptions() |
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if err := cl.LoadBackendConfigsFromPath(options.ModelPath, configLoaderOpts...); err != nil { |
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log.Error().Err(err).Msg("error loading config files") |
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} |
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if options.ConfigFile != "" { |
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if err := cl.LoadMultipleBackendConfigsSingleFile(options.ConfigFile, configLoaderOpts...); err != nil { |
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log.Error().Err(err).Msg("error loading config file") |
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} |
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} |
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if err := cl.Preload(options.ModelPath); err != nil { |
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log.Error().Err(err).Msg("error downloading models") |
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} |
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if options.PreloadJSONModels != "" { |
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if err := services.ApplyGalleryFromString(options.ModelPath, options.PreloadJSONModels, options.EnforcePredownloadScans, options.Galleries); err != nil { |
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return nil, nil, nil, err |
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} |
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} |
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if options.PreloadModelsFromPath != "" { |
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if err := services.ApplyGalleryFromFile(options.ModelPath, options.PreloadModelsFromPath, options.EnforcePredownloadScans, options.Galleries); err != nil { |
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return nil, nil, nil, err |
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} |
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} |
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if options.Debug { |
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for _, v := range cl.GetAllBackendConfigs() { |
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log.Debug().Msgf("Model: %s (config: %+v)", v.Name, v) |
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} |
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} |
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if options.AssetsDestination != "" { |
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err := assets.ExtractFiles(options.BackendAssets, options.AssetsDestination) |
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log.Debug().Msgf("Extracting backend assets files to %s", options.AssetsDestination) |
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if err != nil { |
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log.Warn().Msgf("Failed extracting backend assets files: %s (might be required for some backends to work properly, like gpt4all)", err) |
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} |
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} |
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if options.LibPath != "" { |
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err := library.LoadExternal(options.LibPath) |
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if err != nil { |
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log.Error().Err(err).Str("LibPath", options.LibPath).Msg("Error while loading external libraries") |
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} |
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} |
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go func() { |
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<-options.Context.Done() |
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log.Debug().Msgf("Context canceled, shutting down") |
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err := ml.StopAllGRPC() |
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if err != nil { |
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log.Error().Err(err).Msg("error while stopping all grpc backends") |
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} |
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}() |
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if options.WatchDog { |
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wd := model.NewWatchDog( |
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ml, |
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options.WatchDogBusyTimeout, |
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options.WatchDogIdleTimeout, |
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options.WatchDogBusy, |
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options.WatchDogIdle) |
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ml.SetWatchDog(wd) |
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go wd.Run() |
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go func() { |
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<-options.Context.Done() |
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log.Debug().Msgf("Context canceled, shutting down") |
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wd.Shutdown() |
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}() |
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} |
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startWatcher(options) |
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log.Info().Msg("core/startup process completed!") |
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return cl, ml, options, nil |
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} |
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func startWatcher(options *config.ApplicationConfig) { |
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if options.DynamicConfigsDir == "" { |
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return |
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} |
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if _, err := os.Stat(options.DynamicConfigsDir); err != nil { |
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if os.IsNotExist(err) { |
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if err := os.MkdirAll(options.DynamicConfigsDir, 0700); err != nil { |
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log.Error().Err(err).Msg("failed creating DynamicConfigsDir") |
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} |
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} else { |
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log.Error().Err(err).Msg("failed to read DynamicConfigsDir, watcher will not be started") |
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return |
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} |
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} |
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configHandler := newConfigFileHandler(options) |
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if err := configHandler.Watch(); err != nil { |
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log.Error().Err(err).Msg("failed creating watcher") |
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} |
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} |
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func createApplication(appConfig *config.ApplicationConfig) *core.Application { |
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app := &core.Application{ |
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ApplicationConfig: appConfig, |
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BackendConfigLoader: config.NewBackendConfigLoader(appConfig.ModelPath), |
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ModelLoader: model.NewModelLoader(appConfig.ModelPath), |
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} |
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var err error |
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app.BackendMonitorService = services.NewBackendMonitorService(app.ModelLoader, app.BackendConfigLoader, app.ApplicationConfig) |
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app.GalleryService = services.NewGalleryService(app.ApplicationConfig) |
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app.LocalAIMetricsService, err = services.NewLocalAIMetricsService() |
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if err != nil { |
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log.Error().Err(err).Msg("encountered an error initializing metrics service, startup will continue but metrics will not be tracked.") |
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} |
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return app |
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} |
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